Data Augmentation through Expert-guided Symmetry Detection to Improve Performance in Offline Reinforcement Learning Dec 18, 2021 Data Augmentation Density Estimation
Code Code Available Model-Based Safe Reinforcement Learning with Time-Varying State and Control Constraints: An Application to Intelligent Vehicles Dec 18, 2021 Collision Avoidance continuous-control
— Unverified Symmetry-aware Neural Architecture for Embodied Visual Navigation Dec 17, 2021 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Personalized Lane Change Decision Algorithm Using Deep Reinforcement Learning Approach Dec 17, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Unsupervised Compressive Text Summarisation with Reinforcement Learning Dec 17, 2021 Hallucination reinforcement-learning
— Unverified Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes (Technical Report) Dec 17, 2021 Reinforcement Learning (RL)
Code Code Available Contrastive Explanations for Comparing Preferences of Reinforcement Learning Agents Dec 17, 2021 Autonomous Driving reinforcement-learning
— Unverified Learning Reward Machines: A Study in Partially Observable Reinforcement Learning Dec 17, 2021 Partially Observable Reinforcement Learning Problem Decomposition
— Unverified Deep Reinforcement Learning-based Authentic Dialogue Generation To Protect Youth From Cybergrooming Dec 17, 2021 Chatbot Deep Reinforcement Learning
— Unverified Centralizing State-Values in Dueling Networks for Multi-Robot Reinforcement Learning Mapless Navigation Dec 16, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning Dec 16, 2021 Conversational Question Answering Passage Retrieval
— Unverified Goal-Directed Story Generation: Augmenting Generative Language Models with Reinforcement Learning Dec 16, 2021 Deep Reinforcement Learning Graph Attention
— Unverified Deep Reinforcement Learning Policies Learn Shared Adversarial Features Across MDPs Dec 16, 2021 Atari Games Deep Reinforcement Learning
— Unverified Inherently Explainable Reinforcement Learning in Natural Language Dec 16, 2021 Graph Attention reinforcement-learning
Code Code Available Benchmarking Safe Deep Reinforcement Learning in Aquatic Navigation Dec 16, 2021 Benchmarking Deep Reinforcement Learning
— Unverified Unsupervised Reinforcement Learning in Multiple Environments Dec 16, 2021 reinforcement-learning Reinforcement Learning
Code Code Available Automatic tuning of hyper-parameters of reinforcement learning algorithms using Bayesian optimization with behavioral cloning Dec 15, 2021 Bayesian Optimization Meta-Learning
— Unverified DeepScalper: A Risk-Aware Reinforcement Learning Framework to Capture Fleeting Intraday Trading Opportunities Dec 15, 2021 Algorithmic Trading Decision Making
— Unverified Feature-Attending Recurrent Modules for Generalization in Reinforcement Learning Dec 15, 2021 Object reinforcement-learning
Code Code Available Conjugated Discrete Distributions for Distributional Reinforcement Learning Dec 14, 2021 Atari Games Distributional Reinforcement Learning
Code Code Available Biased Gradient Estimate with Drastic Variance Reduction for Meta Reinforcement Learning Dec 14, 2021 Meta Reinforcement Learning reinforcement-learning
— Unverified CEM-GD: Cross-Entropy Method with Gradient Descent Planner for Model-Based Reinforcement Learning Dec 14, 2021 continuous-control Continuous Control
Code Code Available Assessing Human Interaction in Virtual Reality With Continually Learning Prediction Agents Based on Reinforcement Learning Algorithms: A Pilot Study Dec 14, 2021 Continual Learning Reinforcement Learning (RL)
— Unverified Quantifying Multimodality in World Models Dec 14, 2021 Deep Reinforcement Learning Reinforcement Learning (RL)
— Unverified Scientific Discovery and the Cost of Measurement -- Balancing Information and Cost in Reinforcement Learning Dec 14, 2021 Reinforcement Learning (RL) scientific discovery
— Unverified Representation and Invariance in Reinforcement Learning Dec 14, 2021 reinforcement-learning Reinforcement Learning
— Unverified Meta-CPR: Generalize to Unseen Large Number of Agents with Communication Pattern Recognition Module Dec 14, 2021 Meta Reinforcement Learning reinforcement-learning
— Unverified Reinforcing Semantic-Symmetry for Document Summarization Dec 14, 2021 Document Summarization reinforcement-learning
— Unverified Programmatic Reward Design by Example Dec 14, 2021 Reinforcement Learning (RL)
— Unverified Teaching a Robot to Walk Using Reinforcement Learning Dec 13, 2021 OpenAI Gym Q-Learning
— Unverified A Benchmark for Low-Switching-Cost Reinforcement Learning Dec 13, 2021 Atari Games reinforcement-learning
— Unverified Continual Learning In Environments With Polynomial Mixing Times Dec 13, 2021 Atari Games Continual Learning
Code Code Available Contextual Exploration Using a Linear Approximation Method Based on Satisficing Dec 13, 2021 Deep Reinforcement Learning reinforcement-learning
— Unverified Control-Tutored Reinforcement Learning: Towards the Integration of Data-Driven and Model-Based Control Dec 11, 2021 OpenAI Gym Q-Learning
— Unverified Formalising the Foundations of Discrete Reinforcement Learning in Isabelle/HOL Dec 11, 2021 reinforcement-learning Reinforcement Learning
— Unverified Federated Reinforcement Learning at the Edge Dec 11, 2021 reinforcement-learning Reinforcement Learning
— Unverified MedAttacker: Exploring Black-Box Adversarial Attacks on Risk Prediction Models in Healthcare Dec 11, 2021 Adversarial Attack Position
— Unverified Zero-Shot Uncertainty-Aware Deployment of Simulation Trained Policies on Real-World Robots Dec 10, 2021 continuous-control Continuous Control
— Unverified Quantum Architecture Search via Continual Reinforcement Learning Dec 10, 2021 Continual Learning Deep Reinforcement Learning
— Unverified A Validation Tool for Designing Reinforcement Learning Environments Dec 10, 2021 Offline RL reinforcement-learning
— Unverified How Private Is Your RL Policy? An Inverse RL Based Analysis Framework Dec 10, 2021 Adversarial Attack Autonomous Driving
Code Code Available Blockwise Sequential Model Learning for Partially Observable Reinforcement Learning Dec 10, 2021 Partially Observable Reinforcement Learning reinforcement-learning
Code Code Available Encoding priors in the brain: a reinforcement learning model for mouse decision making Dec 10, 2021 Decision Making reinforcement-learning
— Unverified Edge-Compatible Reinforcement Learning for Recommendations Dec 10, 2021 Edge-computing Recommendation Systems
— Unverified High-Dimensional Stock Portfolio Trading with Deep Reinforcement Learning Dec 9, 2021 Deep Reinforcement Learning Q-Learning
— Unverified DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization Dec 9, 2021 Atari Games D4RL
— Unverified Reinforcement Learning with Almost Sure Constraints Dec 9, 2021 Navigate reinforcement-learning
— Unverified Cooperative Multi-Agent Reinforcement Learning with Hypergraph Convolution Dec 9, 2021 Multi-agent Reinforcement Learning reinforcement-learning
Code Code Available Recent Advances in Reinforcement Learning in Finance Dec 8, 2021 Decision Making Portfolio Optimization
— Unverified Suboptimal and trait-like reinforcement learning strategies correlate with midbrain encoding of prediction errors Dec 8, 2021 Reinforcement Learning (RL)
— Unverified 